Gold and Sullivan took over at Upton Park last season after selling their stake in Birmingham to Carson Yeung - ending a 16-year reign at the Midlands club.
New Hammers owners David Sullivan and David Gold want to leave Upton Park and lease the newly built stadium in nearby Stratford as the club's new home.